# Capstone Brief: End-to-End FT Project in Your Niche Domain — 12-Step Roadmap

> Source: https://sukruyusufkaya.com/en/learn/fine-tuning-cookbook/ftc-capstone-brief-12-step
> Updated: 2026-05-14T14:43:04.235Z
> Category: Fine-Tuning Cookbook (Model-by-Model)
> Module: Capstone — Build Your Own LLM
**TLDR:** Cookbook's final project: 4-6 week end-to-end FT project. Pick niche domain (health/legal/ecommerce/public/education/finance/literature/sports/games/history/etc.), collect data, extend tokenizer, continual PT, SFT + DPO, quantize, deploy via vLLM, eval, model card, public release. Practically integrates all 19 Parts.